AINA · Part III

The NEET Pressure Cooker Was Waiting to Burst.

Eleven million unemployed graduates. An exam that has broken down in public three years running. Neither number explains this much anger on its own — together they describe a country where two promises stopped holding up at once.

Concept and production  ·  Titash NeogiResearch and analysis  ·  Sarah GairolaDesigned using Claude Design
August 2026  ·  Project AINAPart III of the AINA series  ·  Read Part II
The Symptom

NEET Is a Symptom, Not the Disease

Eleven million. That is how many unemployed graduates India has between the ages of 20 and 29, out of 63 million people in that age group1. Nearly one in five graduates cannot find a job. Graduate unemployment stands at 13%, while almost no illiterate person is unemployed2. Think about what that means. In India today, holding a degree makes you more likely to be jobless, not less.

Now add a second number: three. That is how many years in a row the exam meant to decide these graduates' futures has broken down in public.

2024 · Hazaribagh, Jharkhand

A paper leaves a strongroom

Someone leaked the paper from a school strongroom in Jharkhand and fed the answers to students before the test even started. The scoring mess that followed got so bad that the Supreme Court had to step in. It cut the number of students who scored a perfect 720 from 67 down to just 17, and it stripped grace marks from over 1,500 students after the formula behind those marks fell apart under scrutiny3.

2025 · Found only in hindsight

A cohort that never knew

When the CBI investigated the following year's leak, it found the 2025 paper had also been compromised. Nobody knew at the time. An entire cohort sat an exam that had already failed.

3 May 2026 · Nationwide

The cycle, in public

Then the whole cycle happened again in public. A leaked paper, a cancelled exam, a re-test, and weeks of anger that ended with the education minister resigning4. Different city, different leak, same ending.

Put those two numbers next to each other and this year's protests stop looking like a sudden explosion. They start looking like the natural result of two systems breaking down at once. First, the job market has been shrinking for years, and one exam has quietly become the only real way out. Second, the exam system itself has now failed in public three years running. Students who did everything right cannot trust the result they get.

Neither problem on its own explains this much anger. Together, they describe a country where two promises — a good job and a fair test to get there — have both stopped holding up.

That is the real disease. It is not one leaked paper. It is years of proof, in job numbers and in exam records alike, that the systems meant to reward hard work in India have been breaking down for a long time. Under the burning coaching centres and the angry marches sits a much older, quieter rot, one that started long before anyone unsealed this year's question papers.

The Scale

One Country, Four Numbers

Step 01 · 11 million

The graduates with nowhere to go

Unemployed graduates aged 20 to 29. Each dot is 10,000 people. Graduate unemployment sits at 13%, against just 3.2% overall — so having a degree now makes you more likely to be jobless, not less2.

Step 02 · 63 million

The cohort they sit inside

The whole 20–29 age group. Nearly one in five cannot find work, and nearly two out of every three unemployed Indians hold a degree. That flips the whole idea of what education is supposed to do.

Step 03 · 1.5 million a year

What one year adds

Every year, India produces 1.5 million engineering graduates. 83% of them leave college without a single job offer or internship5. This is not a story about a handful of unlucky students. It is proof that the market has run out of room for the very people it was built to serve.

Step 04 · 389 million

The door nobody is walking through

People already employed by MSMEs — India's largest employer outside agriculture, and by some estimates 62% of the total workforce17. The dots saturate the country. Hold this image; the rest of this piece is about why that door stayed shut.

The Pull

Why NEET Became the Only Real Option

If this pressure really built up over years, here is the fair question to ask. Why did it push people toward exams specifically — toward medicine, toward government service, toward anything with an official stamp — instead of the dozen other paths an ambitious eighteen-year-old could take?

Start with the job market graduates actually face. In our own research on AI and employment, one pattern stood out more than anything else: the share of graduates working in a given occupation, a result that held up as statistically significant in a regression across 35 occupation groups and seven years of data. Not how exposed a job was to automation. Not how fast an industry was growing. Not the size of the company. Just how many degree holders were competing for the same small pool of work.

That is an unusually narrow way for a job market to fail, and it explains why people crowd into a few safe options instead of spreading out across the wider economy.

What a government exam still sells

Set against that picture, a government exam offers something almost nothing else in the economy still reliably offers: certainty. In our own survey of what pushes young Indians toward upskilling and career choices, job security beat prestige every time as the top priority. People were not chasing a fancy title. They were buying a guarantee.

But security alone does not explain the full pull. A government job, and especially the doctor title that NEET leads to, carries a second currency: status. It changes how a family gets introduced at a wedding. It changes what a relative says at a gathering. It changes what a prospective in-law hears before anything else about you.

Our survey did not measure status on its own as a separate number, but the strength of the security preference, combined with everything we hear informally about marriage prospects and family standing, points the same way. Status adds to the pull. It does not just echo what security already explains.

Put security and status together and you see the real shape of what people want. They are not simply avoiding risk. They are chasing a specific, respectable kind of certainty that almost nothing else in the economy still offers. And that pull does not stop at choosing a career. It reaches straight into family decisions too, even in families that already have something secure to lose.

The Backdrop

The Shape of Indian Family Employment

To truly understand why families are walking away from the family business, we have to step back and look at the broader canvas. Indian employment isn't a monolith; the picture splits in two depending on where you stand.

Nationally, self-employment still edges out everything else. In 2025, 56.2% of Indian workers were self-employed, compared to 23.6% in regular wage or salaried work and roughly a fifth in casual labour. But that self-employed figure is doing a lot of quiet work: agriculture alone accounts for 43% of all employment in the country6, and most of rural India's self-employment runs through family farms and small trade, not through the kind of scalable business this piece has been discussing.

Self-employment is falling

58.2 → 57.5 → 56.2

The more revealing number is the direction of travel. Self-employment's share has been falling every year on record: 58.2% in 2023, 57.5% in 2024, 56.2% in 20256.

Salaried work is rising

22.4 → 23.6

Regular wage and salaried employment has been rising over the same stretch, from 22.4% to 23.6%6. Slow, but in one direction only.

Urban India · 2025 only

Already flipped past the average

In urban India specifically, regular wage and salaried work accounts for close to half of all employment — 49.8% as of mid-2025 — because urban employment was never built around agriculture the way rural employment still is7.

So for the families this piece is actually about — urban, educated, increasingly aspirational households — salaried work isn't a new preference pulling them away from some historically dominant business tradition. It's already closer to the norm than business ownership is, and every year it becomes more so.

That's the vital backdrop for what happens next. Families aren't abandoning business at random. They're accelerating a shift that national data shows has already been underway for years, and the shopkeeper's son sits exactly at that fault line.

The Uncomfortable Part

Why Families Are Turning Away From Their Own Businesses

Picture a shopkeeper's son. His father runs a business that has fed the family for two decades. It is steady, it earns cash every day, and it is already paid for. On paper, it is the safer bet. There is no chaotic entrance exam here, no lottery of grace marks and disputed formulas, just a working business he could inherit and grow. And yet his family pushes him toward NEET or a government exam instead.

Our own research into family and peer pressure explains why. Even in households with a stable income, what the family and society expect routinely wins out over financial logic.

“No mother gets to say my son runs a good business and feel the same social weight as saying my son is preparing for NEET.
One sentence describes a job. The other announces a status.

That gap in how the two are received, more than the actual economics involved, is a big part of why the family business loses out, even when it is clearly the smarter financial choice. But status is only one part of the story. A few deeper currents push just as hard.

School teaches the fear early

Indian classrooms are built to punish failure rather than treat it as normal, so one bad exam feels like a life-ending event rather than a single data point. Roughly 80% of students in Classes 9 to 12 say they feel anxious around exams8, and over 70% describe that anxiety as moderate to severe9. By the time a student turns 18, this fear has hardened into a habit. It pushes young people toward whichever option looks the least likely to let them fail in public.

A colonial habit of mind

Under that sits an older layer. India still carries a colonial habit of mind that treats a stable government post as something noble and treats a risky business as something reckless. This is not only an Indian instinct, but it runs unusually deep here, passed down through generations who watched a government pension outlast every business downturn around it.

Policy, honestly rather than politely

One government after another has talked about supporting small businesses while doing very little to help small businesses actually grow. The clearest recent example is how GST was rolled out. Studies done after the rollout found that roughly 70% of MSMEs saw their compliance costs go up, and small firms carried the heaviest share of that burden because they had no finance team to absorb it10.

Add demonetisation and the Covid-19 shock on top of that — two blows in quick succession to businesses that run mostly on cash — and you get a sector that did not just slow down. It was pushed into a defensive crouch by a decade of policy, at the exact moment it needed the opposite.

The wall, seen from two sides

That policy failure feeds directly into a liquidity problem. Only 14 to 19% of India's MSMEs have access to formal credit11. The rest survive on expensive informal loans or no outside funding at all. Collateral rules built for firms that own land, thin credit histories, and cautious lenders all work together to keep small businesses small and careful instead of letting them expand.

And even the businesses that manage to grow run into a wall that economists have a name for: the missing middle.

Left: every registered MSME as one cell in a grid of 10,000, by Udyam registration category12. Right: the void between the microfinance ceiling and the bank-lending floor14. Tap either panel to step through it.

India's manufacturing sector has a huge number of tiny firms and a small number of large ones, with almost nothing solid in between. 98.85% of registered MSMEs are micro enterprises, 1.07% are small, and only 0.083% are medium-sized12. The 2023–24 Annual Survey of Industries found that roughly 65% of factories employ fewer than 50 people, and only a small fraction ever grow past 10013.

A big part of the reason is that labour laws, tax benefits, and compliance rules all kick in once a firm crosses a certain number of employees. That gives a growing business a real financial reason to stay just under the line instead of crossing it. So even a shopkeeper's son who clears every other hurdle on this list — who gets the loan, survives the GST paperwork, and builds a loyal customer base — is still running a business that the system was never designed to let grow large enough to match a government post in scale or security.

The system does not just make small businesses hard to start. It makes them afraid to grow.

This firm-size problem and the credit problem are not two separate issues. They are the same wall, seen from two different sides. Microfinance in India is capped by design: a household can carry no more than ₹2 lakh in total microfinance debt under current RBI rules14. Formal bank lending usually only becomes workable from ₹10 lakh upward, because processing a tiny loan costs a bank almost the same as processing a large one.

That leaves a real, well-documented gap sitting in the middle. Businesses that have outgrown what microfinance can offer are still too small, too undocumented, or too informal for a bank to take on. Researchers call it the missing middle in credit, and it is the direct cause of the missing middle in firm size.

It is also worth naming the most uncomfortable layer of all: how concentrated India's wealth has become at the top. The most recent World Inequality Report found that the top 10% of Indians hold roughly 65% of the country's wealth, while the bottom half holds just 6.4%15. That kind of concentration does not happen by accident.

Put all of this together and the shopkeeper's son is not simply choosing prestige over a paycheck. He is responding to a status system his own schooling built into him, a cultural habit that treats stability as a virtue, a policy climate that punished small business at the worst possible time, a financial system unwilling to back his family's future, and a regulatory ceiling that keeps even the businesses that survive from growing large. NEET did not create this long list of reasons. It simply sits on top of all of them.

The Sector

MSMEs Are the Backbone We Abandoned

If families are walking away from their own shops and small businesses on this scale, the fair question is why anyone outside those families should care. The honest answer is that MSMEs are not some old-fashioned, sentimental corner of India's economy sitting quietly beside the big corporate growth story. They are the economy.

MSMEs contribute roughly 30% of India's GDP. That means close to one in every three rupees produced in this country comes from this sector. They drive over 35% of manufacturing output and close to half of all merchandise exports, reaching 48.58% in FY25 alone16.

389m
People employed by MSMEs
Estimates range from 240m to over 310m depending on how much of the informal economy is counted
62%
Of the total workforce, by some estimates
The largest employer outside agriculture — and in thousands of smaller towns, the only one

So when families steer their children away from this sector and toward the overcrowded lottery of entrance exams instead, this is not a harmless shift in what people prefer. It quietly pulls talent, money, and energy away from the one part of the economy that actually knows how to create jobs, and piles all of it instead onto a narrow set of exam seats that was never built to hold this many people.

The History

Why MSMEs Haven't Created Enough Jobs

If MSMEs matter this much, the obvious question follows. Why haven't they already solved India's job problem? The answer is not one single failure. It is a half century of policy choices, each one reasonable enough on its own at the time, that together built a cage around the sector.

1967 · Protection that punishes growth

The small-scale reservation policy

Entire categories of products were reserved for small businesses alone — 47 at first, past 1,000 by the mid-1990s18. In one narrow sense it worked: small firms survived. But the protection disappeared the moment a firm grew past a fixed size, so the real lesson it taught a whole generation of business owners was simple. Stay small, or lose your protection.

1991 · Liberalisation, but not for everyone

All the risk, none of the advantages

The reforms tore down the licence raj for large industries almost overnight. The reservation list moved far more slowly. De-reservation only began in 1997 and was not mostly finished until 2008. For over a decade, small firms had to compete in a newly open economy while still living under the old rule that punished growth.

2006 · A legal identity, forty years late

The MSMED Act

Small and medium enterprises finally got a formal legal definition and a real policy framework19. A genuine step forward — but it arrived roughly forty years after the sector had already been shaped by decades of learning to stay small on purpose.

2016–2017 · A double shock

Demonetisation, then GST

Demonetisation hit cash-dependent small businesses hard and fast. GST followed with a compliance burden that studies later found pushed costs up for roughly 70% of MSMEs — the opposite of the simplification it was meant to deliver, and heaviest on firms with no dedicated accountant to handle it10.

2020 · Covid, on top of a digital divide

A second liquidity shock

The pandemic landed at the exact moment India's economy was digitising faster than ever. Nearly half of all MSMEs — 46% — still operate without a single digital tool, and 65% say the reason is cost, not a lack of awareness20. Add patchy electricity and weak logistics outside major cities, and even an owner who wants to modernise often cannot reliably plug into supply chains built around constant uptime.

Add all of this up and you get a striking mismatch. MSMEs employ 38.9 crore people, yet they generate just 31% of GDP. A worker at an MSME produces roughly 14% of what a worker at a large firm produces21, and the overall productivity gap between the two sits at a punishing 74%22. Underneath both figures sits a credit gap of roughly ₹25–30 lakh crore23.

None of this is a natural feature of small business. It is the result of sixty years of policy that kept flipping between protecting small firms into staying small and exposing them to competition they were never equipped to survive.

The Connection

Connecting MSMEs Back to the NEET Problem

On paper

Ten ways out

Taken individually, each of the arguments above explains part of the puzzle. Taken together, they reveal a single, coherent story. An ambitious eighteen-year-old should have many routes to a secure, respectable life.

In practice

Five of them sealed

Status. The growth ceiling. The stigma around trades. The credit gap. The digital divide. Each one is a named, documented cause — not a mood, and not a matter of ambition or attitude.

Sixty years on

Nine of them sealed

MSMEs employ 38.9 crore people16 and drive nearly half of India's exports, yet they sit on a credit gap of ₹25–30 lakh crore and a productivity rate that is only a seventh of what a large firm manages2123. That door was never opened wide enough.

What is left

One door, carrying everything

So an exam that was only ever meant to select doctors ended up being asked to also decide who gets to feel safe, who gets to feel proud, and who gets to tell their relatives their child finally made it. No exam, however carefully run, was ever built to carry that much weight.

“The fact that NEET keeps buckling is not really a flaw in the exam. It is what happens when a country asks one door to do the work that should belong to ten.
Every commentary that blames exam seats is looking at the fever and calling it the illness

Line all of this up and the cause and effect becomes clear. If MSMEs had been allowed to become everything their scale already shows they could be — a genuine second engine of good jobs rather than just a safety net for whoever the formal economy cannot employ — then a real share of the young people currently struggling through the NEET system would have had somewhere else to go. Not a lesser option. A real one. A workshop, a small manufacturing unit, or a service business that could grow, borrow against its own future, and give a family something to talk about at a wedding that does not sound like a consolation prize.

Fix those other ten doors, and the pressure on this one door drops to something a single exam can actually handle. That is not a nice side effect of strengthening MSMEs. That is the entire point.

The Fix

What India Should Actually Do

If this failure has specific, traceable roots, then the fix cannot be a vague call to support small business that sounds good in a press release and changes nothing for a real workshop on the ground. It has to answer each root by name.

🏦

Credit — scale what already exists

A gap of ₹25–30 lakh crore, with only 14–19% of MSMEs holding formal access, is not a marketing problem. It is a lending design problem, built around asking for land as collateral from shopkeepers who do not own their floor space. OCEN already lets lenders underwrite using GST filings, UPI history and Udyam data instead. What is missing is scale and trust, not infrastructure.

Build on OCEN
🧾

GST — match the size of the business

A 70% jump in compliance costs for small firms is the direct result of wrapping a large corporation's compliance system around a business with no finance department. What is needed is not simply a lower rate. It is a genuinely simple filing process built for a business that runs on a ledger book and a mobile phone.

Simplify filing
⚙️

Productivity — invest, don't discuss

A worker producing 14% of a large-firm worker is not a sign of laziness. It is a sign of starved capital and outdated machinery. Subsidise shared machinery, common facility centres and basic automation at a scale big enough to actually close a 74% gap — not a pilot programme that looks good in a report.

Close the 74% gap
📡

Digital — treat it like electrification

With 46% of MSMEs fully offline and 65% naming cost as the reason, another awareness campaign will not help. Treat connectivity and hardware the way India once treated electrification: as a subsidised public utility, not a product small businesses are expected to buy on their own.

A public utility
⏱️

Delayed payments — enforce the law

Large corporate buyers routinely stretch payments to small suppliers across 90 to 120 days, effectively using the delay as free credit. Turning these rules from a polite suggestion into something with real penalties costs the government nothing extra. It requires only the will to enforce a law that already exists.

No new law needed
📣

Status — dismantle it on purpose

Fixing only the economics leaves the shame around small business fully intact. Put successful local entrepreneurs on the same front pages as top exam scorers. Teach the story of a strong local manufacturer with the same seriousness once reserved for IAS officers. Give state-level MSME awards the same media attention as an exam results announcement.

Public storytelling

If we fix only the economics, we end up with safer businesses that still feel completely unaspirational. If we fix only the storytelling, we are asking families to take on real financial risk purely for the sake of public pride.

Both have to move together, because the pull toward NEET was never built by economics alone or by status alone. It was built by decades of the two reinforcing each other. Undoing that pull needs the same combination, working in the opposite direction.

Conclusion

The Deadline We Built

Step back from the noise of the data for one final moment. A nation cannot mismanage its graduate job market this profoundly and expect a single exam to absorb the fallout in silence. We did not arrive at this crisis by accident, and we will not fix it by tweaking grace marks, running endless CBI probes, or rewriting question papers. The real sickness is structural. By failing to build a second respectable, secure, and scalable path to a livelihood, we turned an entrance exam into the sole gatekeeper of dignity, status, and survival.

The fix cannot simply be better exam administration, or just fixing the condition of MSMEs. It must be an entirely new architecture of ambition. That is the exact blueprint AINA is building through Project Bhaskar and our Modern Gurukul.

What we do now
  • Conventional colleges, measured by memorised seats
  • Traditional jobs as the only credible destination
  • Success demanded at all costs — 80% of high schoolers paralysed by exam anxiety8
  • Liquidity gatekept by bureaucracy and collateral
What has to replace it
  • Innovation labs where young minds engineer tangible solutions
  • Startups championed as a second, equally credible frontier
  • Failure treated as a normal, necessary byproduct of growth
  • Government grants built on trust, betting on people before collateral

This is not a smaller fix than repairing NEET. It is the only fix that makes repairing NEET actually matter.

Build with us

India Is Still Missing Nine Doors.

If this shifts how you view the pressure mounting around our educational systems, and if you are ready to help build the doors India is still missing — that is exactly the work we are doing.

Join the AINA community

References

  1. Azim Premji University, State of Working India 2026. azimpremjiuniversity.edu.in
  2. Data For India — Graduate employment. dataforindia.com
  3. 2024 NEET controversy. en.wikipedia.org
  4. 2026 NEET controversy. en.wikipedia.org
  5. Business Standard — 83% of engineering graduates have no job or internship offers. business-standard.com
  6. PIB — Periodic Labour Force Survey. pib.gov.in
  7. PIB — Urban employment document, November 2025. static.pib.gov.in
  8. Down To Earth — NCERT survey on exam anxiety. downtoearth.org.in
  9. Indian Journal of Applied Research — Test anxiety in higher secondary students. worldwidejournals.com
  10. TaxGuru — GST impact on MSMEs. taxguru.in
  11. ANI / Deloitte — Only 14% of India's MSMEs have access to formal credit. aninews.in
  12. Udyam Registration portal. udyamregistration.gov.in
  13. ThePrint — India's factories and labour reform at scale. theprint.in
  14. Drishti IAS — RBI's regulatory framework for microfinance loans. drishtiias.com
  15. Business Standard — World Inequality Report. business-standard.com
  16. IANS — MSME sector output crosses 31% of GDP. ianslive.in
  17. Business Standard / McKinsey — MSMEs contribute 62% to employment. business-standard.com
  18. NBER Working Paper 19942 — Small-scale reservation policy. nber.org
  19. Udyam Registration / MSMED Act 2006. en.wikipedia.org
  20. India SME Forum — DigiShaastra META Report Card 2025. indiasmeforum.org
  21. Entrepreneur India — MSME workers produce 14% of large-enterprise value. india.entrepreneur.com
  22. Business Standard — Statsguru on the MSME productivity gap. business-standard.com
  23. Drishti IAS — Scaling India's MSME growth. drishtiias.com
  24. IDR Online — Reimagining how India's MSMEs access credit. idronline.org
  25. TaxTip — Section 43B(h), MSME payment within 45 days. taxtip.in